
#dataset


for digital_type in pipeline_pots.AI_type.values:
    selected_digit_type = no_noise.loc[no_noise.AI_type == digital_type]
    plot_digital_types(data = selected_pots[selected_digit_type.index], info_selected = selected_digit_type, show_id=True, pot_title="ids", sub_title="type", )

Digital type: 73

Digital type: 68

Digital type: 11

Digital type: 26

Digital type: 63

Digital type: 34

Digital type: 84

Digital type: 62

Digital type: 35

Digital type: 29


pipeline_pots.mean()

C:\Users\larth\AppData\Local\Temp/ipykernel_6940/2181277370.py:1: FutureWarning:

Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError.  Select only valid columns before calling the reduction.

AI_type                   51.500000
Mean_pot_value             0.679524
N_pots                     4.769231
Tassonomic_variability    14.488668
dtype: float64


pipeline_pots


for digital_type in pipeline_pots.AI_type.values:
    selected_digit_type = no_noise.loc[no_noise.AI_type == digital_type]
    plot_digital_types(data = selected_pots[selected_digit_type.index], info_selected = selected_digit_type, show_id=True, pot_title="ids", sub_title="type", )

Digital type: 0

Digital type: 6

Digital type: 7

Digital type: 2

Digital type: 3

Digital type: 8

Digital type: 19

Digital type: 20

Digital type: 14

Digital type: 12


pipeline_pots


for digital_type in pipeline_pots.AI_type.values:
    selected_digit_type = no_noise.loc[no_noise.AI_type == digital_type]
    plot_digital_types(data = selected_pots[selected_digit_type.index], info_selected = selected_digit_type, show_id=True, pot_title="ids", sub_title="type", )

Digital type: 22

Digital type: 76

Digital type: 51

Digital type: 46

Digital type: 36

Digital type: 34

Digital type: 23

Digital type: 44

Digital type: 50

Digital type: 70


pipeline_pots

	ids	typology	context	type	Class	grave	pag	fig/tav	n	Taxonomic_index	weighted_taxonomic_index
908	PAD_0002	Cardarelli 2014	Copezzato	A5	Vasi a profilo continuo	NaN	472	271	37985b	5	1
909	PAD_0003	Cardarelli 2014	Copezzato	A5	Vasi a profilo continuo	NaN	472	271	41380b	5	1
910	PAD_0004	Cardarelli 2014	Copezzato	A5	Vasi a profilo continuo	NaN	472	271	56163	5	1
911	PAD_0005	Cardarelli 2014	Copezzato	A5	Vasi a profilo continuo	NaN	472	271	56165	5	1
914	PAD_0008	Cardarelli 2014	Capriano del Colle	A5	Vasi a profilo continuo	A	472	271	T.A	5	1
...	...	...	...	...	...	...	...	...	...	...	...
634	TRRGLL_0179	Pacciarelli 1993	Torre Galli	K2	Pissidi	110	303	77	4	66	54
651	TRRGLL_0199	Pacciarelli 1993	Torre Galli	K2	Pissidi	119	310	84A	2	66	54
757	TRRGLL_0319	Pacciarelli 1993	Torre Galli	K2	Pissidi	183	349	123B	1	66	54
678	TRRGLL_0228	Pacciarelli 1993	Torre Galli	K4	Pissidi	133	320	94	4	68	55
814	TRRGLL_0378	Pacciarelli 1993	Torre Galli	K4	Pissidi	217	373	147A	4	68	55

	AI_type	Mean_pot_value	N_pots	Tassonomic_variability	correspondence
0	73	0.485340	10	50.140203	NaN
1	68	0.608384	5	24.489998	NaN
2	11	0.594954	6	2.426703	['A6']
3	26	0.486480	8	41.036379	['I16']
4	63	0.789930	3	2.160247	NaN
5	34	0.521257	5	25.487252	NaN
6	84	0.568523	8	34.115383	NaN
7	62	0.693291	3	35.863940	NaN
8	35	0.622356	5	28.322429	NaN
9	29	0.655536	6	21.090414	['A11']
10	12	0.606977	6	24.178158	NaN
11	93	0.628005	6	4.509250	['A16']
12	75	0.726473	4	19.723083	NaN
13	86	0.810663	3	24.097026	NaN
14	5	0.526529	5	16.473008	['A13']
15	87	0.607810	7	24.448196	NaN
16	74	0.671594	4	25.114737	['A13']
17	92	0.742343	3	1.247219	NaN
18	10	0.518019	7	16.461458	NaN
19	99	0.590600	7	17.307542	NaN
20	82	0.666185	6	21.587033	NaN
21	70	0.634974	6	19.379256	['E7']
22	52	0.720370	4	32.264532	NaN
23	55	0.686006	3	34.422215	NaN
24	57	0.665197	8	2.000000	['A24']
25	61	0.618022	6	23.893281	NaN
26	49	0.511090	7	33.289699	NaN
27	27	0.903798	3	24.984440	['A21']
28	56	0.800793	3	1.414214	['A24']
29	37	0.713657	5	22.471315	['A24']
30	36	0.505102	4	20.825165	NaN
31	66	0.600979	6	25.486925	NaN
32	80	0.650199	6	20.941718	NaN
33	83	0.718339	5	18.301912	NaN
34	69	0.692422	4	19.163768	NaN
35	38	0.700282	3	20.832667	NaN
36	102	0.748013	3	22.627417	['A26']
37	25	0.611917	6	18.743888	NaN
38	72	0.735388	4	22.387217	['E15']
39	103	0.738375	5	18.015549	NaN
40	101	0.728180	5	8.231646	NaN
41	51	0.566719	9	25.407785	NaN
42	100	0.683503	4	5.402546	['C8']
43	91	0.674654	4	8.042854	NaN
44	98	0.604506	5	21.872357	NaN
45	88	0.732746	4	17.014700	['C9']
46	81	0.806357	3	4.242641	['C6']
47	33	0.550698	9	18.156385	NaN
48	77	0.677066	3	22.171052	NaN
49	94	0.586193	4	24.233242	NaN
50	78	0.567453	6	25.230603	['C1']
51	40	0.641938	5	18.183509	NaN
52	43	0.573154	7	23.100490	NaN
53	44	0.630409	6	19.567547	NaN
54	41	0.698663	4	20.000000	['C4', 'E17']
55	23	0.633834	3	22.231109	NaN
56	67	0.614326	4	27.000000	['C5', 'F11']
57	59	0.597576	7	19.353848	NaN
58	4	0.808023	3	26.398653	['C6']
59	90	0.621471	4	3.112475	NaN
60	96	0.642158	3	18.624953	NaN
61	95	0.663726	4	7.088723	['C7']
62	76	0.753362	4	16.170962	['E17']
63	97	0.770698	3	15.839472	NaN
64	3	0.752593	4	20.820663	NaN
65	60	0.748334	4	9.246621	['E3']
66	71	0.811515	3	11.313708	['E7']
67	32	0.600710	3	2.494438	NaN
68	20	0.453305	7	1.277753	NaN
69	39	0.740107	4	4.690416	['E12']
70	28	0.787392	3	3.771236	['E3']
71	0	0.817432	3	14.839886	NaN
72	14	0.639674	6	23.900256	NaN
73	89	0.682601	4	0.000000	['E15']
74	58	0.797921	4	9.836158	['G2']
75	85	0.722972	3	1.414214	['F8']
76	21	0.672399	4	1.500000	['F11']
77	79	0.558541	5	0.748331	NaN
78	22	0.735293	3	11.145502	NaN
79	42	0.604754	5	5.621388	NaN
80	50	0.508626	4	7.632169	NaN
81	64	0.583859	6	6.633250	['L3']
82	6	0.531010	9	7.166451	NaN
83	1	0.734444	4	6.796139	['N3']
84	65	0.742748	4	2.277608	['I5']
85	8	0.741607	4	12.028612	NaN
86	13	0.787773	3	12.675436	NaN
87	7	0.684782	5	5.946427	NaN
88	53	0.811981	3	9.933110	NaN
89	17	0.700820	6	4.374802	NaN
90	9	0.812315	3	4.242641	['O9']
91	45	0.532238	11	4.028822	NaN
92	31	0.704690	9	2.997942	NaN
93	18	0.702741	4	1.299038	['O6']
94	24	0.793171	3	2.357023	['O4']
95	47	0.849786	3	2.357023	['O4']
96	48	0.777858	4	2.000000	['O5', 'O9']
97	15	0.798444	4	2.165064	['O6']
98	54	0.807193	4	1.500000	['O6', 'O9']
99	19	0.808974	3	2.357023	['O6']
100	16	0.849746	3	2.449490	NaN
101	30	0.849078	3	0.000000	['O6']
102	46	0.696284	5	1.166190	['O12']
103	2	0.831171	3	1.414214	['O12']

	AI_type	Mean_pot_value	N_pots	Tassonomic_variability	Correspondence
0	0	0.634835	5	6.740920	NaN
1	6	0.658898	4	7.449832	NaN
2	7	0.746334	3	3.299832	['8']
3	2	0.568266	8	4.728570	NaN
4	3	0.632567	4	0.866025	['7']
5	8	0.499502	7	3.251373	NaN
6	19	0.732170	4	1.785357	['13']
7	20	0.589643	4	1.089725	['11']
8	14	0.455669	5	23.215512	NaN
9	12	0.595627	8	5.612486	NaN
10	1	0.665467	4	7.361216	['39']
11	18	0.624761	5	1.743560	NaN
12	13	0.663299	5	3.059412	NaN
13	31	0.775303	5	2.939388	['37']
14	11	0.676464	3	3.299832	NaN
15	30	0.769901	3	2.494438	NaN
16	16	0.803873	3	2.357023	['37']
17	5	0.612095	7	2.050386	NaN
18	17	0.659420	3	0.942809	['40']
19	24	0.652675	3	10.842304	['44']
20	9	0.563237	5	7.949843	NaN
21	4	0.503236	7	5.678459	NaN
22	22	0.608299	4	7.500000	NaN
23	10	0.591072	6	6.693695	NaN
24	25	0.493288	7	7.342913	NaN
25	33	0.648729	4	7.154544	NaN
26	27	0.623472	5	7.445804	NaN
27	26	0.582084	5	9.744742	NaN
28	28	0.572744	3	2.357023	['57']
29	23	0.586778	5	4.841487	NaN
30	29	0.565970	4	2.947457	NaN
31	32	0.509599	6	4.856267	NaN
32	15	0.478703	6	4.932883	['71']
33	35	0.703754	3	1.885618	['66']
34	34	0.594473	4	1.224745	['63']
35	36	0.670121	3	0.471405	['63']
36	21	0.587405	4	1.500000	['64']

	AI_type	Mean_pot_value	N_pots	Tassonomic_variability	Correspondence
0	22	0.618766	10	5.491812	NaN
1	76	0.635474	5	5.713143	['Ab7']
2	51	0.671436	9	5.395471	NaN
3	46	0.633913	8	4.897385	NaN
4	36	0.632914	6	4.099458	NaN
5	34	0.588158	5	5.919459	NaN
6	23	0.711511	5	9.046546	NaN
7	44	0.649752	3	5.887841	NaN
8	50	0.652886	7	5.499536	NaN
9	70	0.780865	3	7.118052	NaN
10	40	0.732023	3	2.160247	NaN
11	20	0.690300	7	5.576920	NaN
12	43	0.728763	4	5.448624	['Ab3']
13	59	0.719413	7	5.154748	NaN
14	58	0.735544	4	7.648529	NaN
15	35	0.770060	3	6.342099	NaN
16	47	0.631722	7	6.249898	NaN
17	56	0.766230	4	3.561952	NaN
18	67	0.740480	4	6.576473	NaN
19	21	0.747476	4	4.716991	['Aa3']
20	69	0.737245	4	5.196152	['Aa3']
21	33	0.725741	4	5.356071	['Aa4']
22	68	0.830434	3	4.966555	NaN
23	75	0.560716	10	6.053098	NaN
24	45	0.675877	4	5.309190	NaN
25	13	0.668273	6	4.524624	NaN
26	60	0.574324	8	5.808130	NaN
27	57	0.748515	3	5.887841	NaN
28	61	0.663397	7	5.091008	NaN
29	42	0.618484	5	5.741080	NaN
30	41	0.807720	3	2.160247	NaN
31	8	0.723270	4	4.493050	['Ab3']
32	66	0.670312	3	0.942809	['Ab8']
33	0	0.690373	3	2.449490	NaN
34	3	0.665579	7	5.070926	NaN
35	62	0.473840	9	6.699917	NaN
36	27	0.469722	6	7.174414	NaN
37	39	0.594476	7	2.871393	NaN
38	24	0.629725	5	3.187475	NaN
39	65	0.627572	5	0.632456	['C2']
40	77	0.625282	4	1.500000	['C2']
41	74	0.530002	6	1.572330	NaN
42	37	0.633045	4	5.787918	NaN
43	14	0.589972	8	2.384848	['C2']
44	52	0.659325	6	3.337497	NaN
45	64	0.659005	4	0.000000	['C2']
46	78	0.621732	3	8.013877	['C2']
47	80	0.672914	4	1.479020	NaN
48	71	0.687569	3	0.000000	['C2']
49	79	0.731336	3	0.000000	['C2']
50	72	0.681448	3	3.741657	NaN
51	73	0.689286	4	1.500000	['C2', 'C5']
52	26	0.616178	4	6.869316	NaN
53	38	0.497654	7	14.202615	NaN
54	4	0.708484	3	2.160247	NaN
55	63	0.675607	3	6.683313	NaN
56	53	0.626034	4	1.920286	['C6']
57	25	0.802283	3	2.494438	NaN
58	6	0.449445	6	9.370462	NaN
59	49	0.740533	3	4.714045	['D4']
60	15	0.556257	4	2.449490	['E2']
61	48	0.675562	3	0.471405	['D4']
62	7	0.494803	6	7.542472	['G2']
63	5	0.577295	4	0.000000	['E2']
64	54	0.471586	6	7.909207	['J1']
65	17	0.474334	12	2.763854	['H5']
66	16	0.556280	5	3.720215	NaN
67	2	0.468532	9	4.771313	NaN
68	1	0.652996	3	4.784233	NaN
69	28	0.541868	5	9.987993	NaN
70	29	0.561741	8	1.854050	NaN
71	19	0.504932	6	2.808717	['H6']
72	18	0.647437	3	3.559026	NaN
73	30	0.610656	5	1.833030	NaN
74	31	0.631988	3	3.559026	NaN
75	12	0.579866	4	2.947457	['H3']
76	9	0.521097	6	1.674979	['H7']
77	32	0.700630	3	1.699673	NaN
78	10	0.452418	6	1.154701	['H7']
79	11	0.644878	3	0.471405	['H5']
80	55	0.729357	3	0.471405	['K2']

Supplementary material for the paper "TRADITIONAL AND DIGITAL TYPOLOGIES COMPARED: THE EXAMPLE OF ITALIAN PROTOHISTORY"¶

Cardarelli 2014¶

Bianco Peroni et al. 2010¶

Pacciarelli 1993¶